Adult Census Dataset VisualizationΒΆ

  • Target distribution
  • Continuous features pairplot
  • Discriminating PCA directions, 0.587, Scree plot (PCA explained variance)
  • Linear Discriminant
  • Categorical Features vs Target, relationship, marital-status, education-num, education, occupation, hours-per-week, gender, workclass, native-country, race

Out:

/home/circleci/project/dabl/plot/supervised.py:538: FutureWarning: The second positional argument of plot is a Series 'y'. If passing a column name, use a keyword.
  warnings.warn("The second positional argument of plot is a Series 'y'."
/home/circleci/project/dabl/preprocessing.py:351: UserWarning: Discarding near-constant features: ['capital-loss']
  warn("Discarding near-constant features: {}".format(
Target looks like classification
Linear Discriminant Analysis training set score: 0.530
/home/circleci/project/dabl/plot/utils.py:371: UserWarning: FixedFormatter should only be used together with FixedLocator
  ax.set_xticklabels(
/home/circleci/project/dabl/plot/utils.py:371: UserWarning: FixedFormatter should only be used together with FixedLocator
  ax.set_xticklabels(
/home/circleci/project/dabl/plot/utils.py:371: UserWarning: FixedFormatter should only be used together with FixedLocator
  ax.set_xticklabels(
/home/circleci/project/dabl/plot/utils.py:371: UserWarning: FixedFormatter should only be used together with FixedLocator
  ax.set_xticklabels(
/home/circleci/project/dabl/plot/utils.py:371: UserWarning: FixedFormatter should only be used together with FixedLocator
  ax.set_xticklabels(
/home/circleci/project/dabl/plot/utils.py:371: UserWarning: FixedFormatter should only be used together with FixedLocator
  ax.set_xticklabels(
/home/circleci/project/dabl/plot/utils.py:371: UserWarning: FixedFormatter should only be used together with FixedLocator
  ax.set_xticklabels(
/home/circleci/project/dabl/plot/utils.py:371: UserWarning: FixedFormatter should only be used together with FixedLocator
  ax.set_xticklabels(
/home/circleci/project/dabl/plot/utils.py:371: UserWarning: FixedFormatter should only be used together with FixedLocator
  ax.set_xticklabels(
/home/circleci/project/dabl/plot/utils.py:371: UserWarning: FixedFormatter should only be used together with FixedLocator
  ax.set_xticklabels(

# sphinx_gallery_thumbnail_number = 2
from dabl import plot
from dabl.datasets import load_adult
import matplotlib.pyplot as plt

# load the adult census housing dataset
# returns a plain dataframe
data = load_adult()

plot(data, 'income', scatter_alpha=.1)
plt.show()

Total running time of the script: ( 0 minutes 3.587 seconds)

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